Welcome to ELI5’s documentation!
ELI5 is a Python library which allows to visualize and debug various Machine Learning models using unified API. It has built-in support for several ML frameworks and provides a way to explain black-box models.
- Overview
- Tutorials
- Debugging scikit-learn text classification pipeline
- TextExplainer: debugging black-box text classifiers
- Explaining XGBoost predictions on the Titanic dataset
- Named Entity Recognition using sklearn-crfsuite
- Visualize Token Probabilities and Model Confidence in LLM Predictions
- Explaining Keras image classifier predictions with Grad-CAM
- Supported Libraries
- Inspecting Black-Box Estimators
- API
- Contributing
- Changelog
- 0.16.0 (2024-04-??)
- 0.15.0 (2025-04-06)
- 0.14.0 (2025-03-26)
- 0.13.0 (2022-05-11)
- 0.12.0 (2022-05-11)
- 0.11.0 (2021-01-23)
- 0.10.1 (2019-08-29)
- 0.10.0 (2019-08-21)
- 0.9.0 (2019-07-05)
- 0.8.2 (2019-04-04)
- 0.8.1 (2018-11-19)
- 0.8 (2017-08-25)
- 0.7 (2017-07-03)
- 0.6.4 (2017-06-22)
- 0.6.3 (2017-06-02)
- 0.6.2 (2017-05-17)
- 0.6.1 (2017-05-10)
- 0.6 (2017-05-03)
- 0.5 (2017-04-27)
- 0.4.2 (2017-03-03)
- 0.4.1 (2017-01-25)
- 0.4 (2017-01-20)
- 0.3.1 (2017-01-16)
- 0.3 (2017-01-13)
- 0.2 (2016-12-03)
- 0.1.1 (2016-11-25)
- 0.1 (2016-11-24)
- 0.0.6 (2016-10-12)
- 0.0.5 (2016-09-27)
- 0.0.4 (2016-09-24)
- 0.0.3 (2016-09-21)
- 0.0.2 (2016-09-19)
- 0.0.1 (2016-09-15)
License is MIT.